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Fourier decomposition free-breathing 1~H MRI perfusion maps in asthma

机译:傅里叶分解自由呼吸1〜H MRI灌注图在哮喘中

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Objective: We aimed to develop a user-friendly image-analysis pipeline to simultaneously generate perfusion andventilation maps derived from Fourier decomposition of free-breathing pulmonary 1~H magnetic resonance imaging(FDMRI).Methods: Free-breathing 1~H MR images were non-rigidly deformed to a 1~H reference image selected halfwaybetween inspiration and expiration, using modality independent neighbourhood descriptor-based registration. The 1~Hreference image was segmented using multi-region coupled continuous max-flow. The co-registered image sequencewas Fourier transformed on a voxel-by-voxel basis to generate images of the voxel-wise power spectrum. The twolargest intensity peaks in the power spectrum corresponded to respiratory and cardiac frequencies, which were usedto generate ventilation and perfusion maps, respectively. Perfusion and ventilation defects were measured using fuzzyc-means clustering in 15 asthmatics who provided written-informed-consent to pulmonary function tests and MRI.Results: The proposed FDMRI pipeline was used to generate perfusion maps in 15 asthma patients for directcomparison with 3~He and FDMRI ventilation maps. FDMRI perfusion measurements were significantly correlatedwith FDMRI (r~2=0.48, p=0.03) and 3~He MRI ventilation (r~2=0.44, p=0.05).Conclusion: Ventilation and perfusion free-breathing 1~H MRI maps were generated in asthmatics with clinicallyacceptableaccuracy and minimal user interaction using a pipeline compatible with high throughput clinicalworkflows.
机译:目的:我们旨在开发一个用户友好的图像分析管道,同时产生灌注和源自自由呼吸肺1〜H磁共振成像的傅里叶分解的通风地图(FDMRI)。方法:自由呼吸1〜H MR图像无刚性地变形为中途选择的1〜H参考图像灵感和到期之间,使用基于模态独立的邻域描述符的注册。 1〜h使用多区域耦合连续的最大流量分段参考图像。共同注册的图像序列傅立叶在逐个体素上转化,以产生体素 - 方向功率谱的图像。他们俩功率谱中的最大强度峰值对应于使用的呼吸和心脏频率分别产生通风和灌注图。使用模糊测量灌注和通风缺陷C-Means Clower在15个哮喘内的聚类,他们提供书面知情同意的肺功能测试和MRI。结果:拟议的FDMRI管道用于在15名哮喘患者中产生灌注图与3〜他和FDMRI通风地图的比较。 FDMRI灌注测量值显着相关使用FDMRI(R〜2 = 0.48,P = 0.03)和3〜HE MRI通风(R〜2 = 0.44,P = 0.05)。结论:通风和灌注自由呼吸1〜H MRI地图在哮喘内产生临床可接受使用管道兼容高吞吐量临床的准确性和最小的用户交互工作流程。

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